An allergy note can contain four versions of the same word: the patient’s reported trigger, a product label, a test panel entry, and the allergist’s interpretation. Smooth prose can erase those boundaries in one sentence.
Test an AI scribe on provenance before testing speed. Every result, reaction, dose reference, and outside record needs a source the reviewer can see.
Give every fact a source label
Use a small trace table during the pilot.
| Draft element | Allowed source | Review question |
|---|---|---|
| Suspected trigger | Patient or caregiver report | Is uncertainty preserved? |
| Prior reaction | Patient report or named record | Are date, setting, and source clear? |
| Skin-test result | Authorised test form plus clinician statement | Did the scribe copy rather than interpret? |
| Spirometry or laboratory value | Named device report or outside result | Are source and date present? |
| Assessment | Clinician-spoken judgment | Did a source result become a diagnosis on its own? |
| Plan | Clinician decision | Are orders and future actions still drafts for review? |
The AAAAI skin-testing resource includes documentation guidance, report forms, a completed example, and patient instruction and consent forms. That is a useful reminder: structured test documentation already has a job. An ambient note should not pretend to replace it.
Separate three documentation surfaces
An allergy practice may use a narrative visit note, a structured test form, and an administration record. Their contents overlap, but their controls differ.
The visit note can explain why the patient came, what history was discussed, what the clinician observed, and what the clinician decided. The test form records the approved test procedure and result fields. The administration record belongs to the clinic’s approved immunotherapy workflow.
Ask the vendor to demonstrate how the note points to a source without cloning every field. If the test result changes after quality review, the narrative should not silently keep an obsolete value. If the scribe never received the source, it should leave the field blank or mark it for review.
Run the homonym and negation test
Allergy visits are full of names that sound alike, brand names, compound ingredients, abbreviations, and family recollections. Build a synthetic transcript with controlled traps:
- two allergens with similar names;
- “no wheeze today” next to a history of wheeze;
- a caregiver report that the patient does not confirm;
- a suspected drug reaction with an unknown date;
- an outside lab result discussed without the report in hand;
- one corrected dose or concentration reference.
The draft should keep negation, timing, and attribution. It should not turn “mother recalls” into an observed finding, “possible” into confirmed, or “outside result discussed” into a result the system reviewed.
Shorter is often better. A blank source field is easier to catch than a fluent invention.
Keep skin testing outside the scribe’s judgment
AAAAI publishes practice parameters and statements for clinicians and notes that these resources support clinical assessment and treatment. An AI scribe does not perform a test, judge quality, measure a wheal, choose a panel, or interpret a result.
During a pilot, hand the clinician an authorised synthetic test form and have them state selected findings aloud. Check whether the scribe:
- names the source form and date;
- records only the spoken or provided facts;
- preserves units and qualifiers;
- avoids filling unmentioned controls or results;
- keeps the clinician’s interpretation separate.
Repeat the test with a corrected form. The reviewer must be able to find which value changed and why.
Do not rebuild an immunotherapy log from conversation
An administration workflow can carry vial or extract references, dose, route, site, time, observation, reaction, staff identity, and follow-up under the clinic’s policy. The exact fields belong to the practice and applicable guidance.
The ambient note may say that immunotherapy was discussed or administered when an authorised user states that fact. It should not invent a dose, infer an observation period, or copy the last visit forward. If the structured administration record is missing, the scribe cannot repair the event with prose.
Run a mismatch drill. Put one dose reference in the synthetic conversation and a different one in the test administration fixture. A safe system surfaces the contradiction. It does not pick the value that sounds more plausible.
Test the handoff around urgent statements
Include a synthetic statement about breathing difficulty or another potentially urgent concern. The scribe’s role is still documentation. The practice’s clinical protocol, qualified staff, and emergency workflow govern response.
Ask where a flagged phrase goes, who sees it, what happens when routing fails, and whether staff might mistake an alert for completed clinical action. A note generated after the encounter cannot prove that somebody responded during it.
Choose the surrounding record separately
An allergy practice may need test scheduling, extract or vial management, inventory, device data, consent, administration records, recalls, billing, and registries. A good scribe demo proves note behavior. It does not prove those other capabilities.
Create a requirements sheet with three columns: Patient Square, existing allergy system, and human workflow. For every handoff, name the source of truth, permitted direction, failure owner, and exit format.
HHS distinguishes covered entities and business associates in its HIPAA guidance. Map each vendor’s role, data path, access, retention, and contract before real patient use.
Product boundary
Patient Square’s AI Medical Scribe drafts clinical documentation for clinician review. It does not perform allergy testing, interpret laboratory or device results, select allergens, prescribe treatment, manage extracts, or replace clinician sign-off. ICD-10 output remains suggestions. Prescription content remains a draft.
Use the current US plan page to verify what is offered. In a demo, bring one synthetic allergy case with conflicting sources and one correction. The best result is not the prettiest note. It is the note whose provenance survives review.